Triple
T11114728
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Lionel Bender |
E262855
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
The Nilo-Saharan Languages: A Comparative Essay
The Nilo-Saharan Languages: A Comparative Essay is a major linguistic study by Lionel Bender that analyzes and compares the languages traditionally grouped under the Nilo-Saharan family in Africa.
|
E907261
|
NE FINISHED |
How this triple was built (4 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: The Nilo-Saharan Languages: A Comparative Essay | Statement: [Lionel Bender, notableWork, The Nilo-Saharan Languages: A Comparative Essay]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: The Nilo-Saharan Languages: A Comparative Essay Context triple: [Lionel Bender, notableWork, The Nilo-Saharan Languages: A Comparative Essay]
-
A.
Guthrie classification of Niger-Congo
The Guthrie classification of Niger-Congo is a historical linguistic framework that organizes the Niger-Congo language family into geographic and typological groups, widely used as a reference system despite later revisions and critiques.
-
B.
The Non-Semitic Languages of Ethiopia
The Non-Semitic Languages of Ethiopia is a seminal linguistic study that surveys and analyzes the Cushitic and other non-Semitic language families spoken in Ethiopia.
-
C.
Plateau languages of Nigeria
The Plateau languages of Nigeria are a diverse group of Benue–Congo languages spoken mainly in central Nigeria, known for their significant linguistic variation and relatively small speaker communities.
-
D.
Reconstructing Proto-Afroasiatic (Proto-Afrasian): Vowels, Tone, Consonants, and Vocabulary
"Reconstructing Proto-Afroasiatic (Proto-Afrasian): Vowels, Tone, Consonants, and Vocabulary" is a major linguistic monograph by Christopher Ehret that proposes a detailed reconstruction of the sound system and lexicon of the ancestral Afroasiatic language family.
-
E.
A Comparative Grammar of South African Languages
A Comparative Grammar of South African Languages is a foundational 19th-century linguistic study by Wilhelm Bleek that systematically analyzes and compares the structures of various South African languages.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: The Nilo-Saharan Languages: A Comparative Essay Triple: [Lionel Bender, notableWork, The Nilo-Saharan Languages: A Comparative Essay]
Generated description
The Nilo-Saharan Languages: A Comparative Essay is a major linguistic study by Lionel Bender that analyzes and compares the languages traditionally grouped under the Nilo-Saharan family in Africa.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: The Nilo-Saharan Languages: A Comparative Essay Target entity description: The Nilo-Saharan Languages: A Comparative Essay is a major linguistic study by Lionel Bender that analyzes and compares the languages traditionally grouped under the Nilo-Saharan family in Africa.
-
A.
Guthrie classification of Niger-Congo
The Guthrie classification of Niger-Congo is a historical linguistic framework that organizes the Niger-Congo language family into geographic and typological groups, widely used as a reference system despite later revisions and critiques.
-
B.
The Non-Semitic Languages of Ethiopia
The Non-Semitic Languages of Ethiopia is a seminal linguistic study that surveys and analyzes the Cushitic and other non-Semitic language families spoken in Ethiopia.
-
C.
Plateau languages of Nigeria
The Plateau languages of Nigeria are a diverse group of Benue–Congo languages spoken mainly in central Nigeria, known for their significant linguistic variation and relatively small speaker communities.
-
D.
Reconstructing Proto-Afroasiatic (Proto-Afrasian): Vowels, Tone, Consonants, and Vocabulary
"Reconstructing Proto-Afroasiatic (Proto-Afrasian): Vowels, Tone, Consonants, and Vocabulary" is a major linguistic monograph by Christopher Ehret that proposes a detailed reconstruction of the sound system and lexicon of the ancestral Afroasiatic language family.
-
E.
A Comparative Grammar of South African Languages
A Comparative Grammar of South African Languages is a foundational 19th-century linguistic study by Wilhelm Bleek that systematically analyzes and compares the structures of various South African languages.
- F. None of above. chosen
Provenance (5 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69d6aa9b46cc8190b19f9f0cc45bf322 |
completed | April 8, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69d79aa7254c8190abce35696ad2be03 |
completed | April 9, 2026, 12:25 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69e441cb16bc81908b5321506f655e38 |
completed | April 19, 2026, 2:45 a.m. |
| NEDg | Description generation | batch_69e44c0606408190819b9d3fd58f818f |
completed | April 19, 2026, 3:29 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69e4510dc55081908f89aab15726b2a8 |
completed | April 19, 2026, 3:50 a.m. |
Created at: April 8, 2026, 9:27 p.m.